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                <span class="article-type type-1 float-left">原创</span>                <h1 class="title-article">Python学习班微分享实录：用Python实现Mosaic Photo</h1>
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                                                                                                                                                                <span class="time">2017-04-24 10:09:35</span>
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  <p>本文基于CSDN Python学习班微分享内容整理，主要讲解了如何通过Python程序实现Mosaic Photo效果。主讲人陈舸，8年开发经验，曾就职华为、烽火通信，目前创业中。《Python Cookbook第三版》译者，《Linux/Unix系统编程手册 下卷》以及《算法精解 C语言描述》合作译者。<a href="http://download.csdn.net/detail/zhaifangqing/9820980" rel="nofollow">点击这里下载程序源码</a></p>
</blockquote>

<p>肯定有人会问什么是Mosaic Photo，那我们先来看一看最终的效果吧。</p>

<p></p><center><img src="http://img.ptcms.csdn.net/article/201704/21/58f96ab35f3d7.jpg" alt="image" title=""></center><p></p>

<p>上图是在google上搜索的mosaic风格的图片。这种风格的图片都是由其它多张小图拼接而来的，最终形成了一张大图。我们可以在一些广告和海报上找到这种风格的设计。今天分享一个用Python写的程序，帮我们实现这种效果。</p>

<p>我们选了一张《越狱》的海报作为目标图片。最后我们会用多张图片拼接实现一张mosaic风格的海报，如下图所示。</p>

<p></p><center><div><img src="http://articles.csdn.net/uploads/allimg/170424/179_170424104050_1.jpg" width="700"></div> <br>
</center><p></p>

<p>我们可以在网上随机搜索100张图片作为拼接的素材。这些素材图不求高像素，但求随机。我们这次下载的素材图最大也不过几十KB。</p>

<p>首先，我们需要将目标图片分解为大小相等的block。同时，我们将素材图批量剪裁成与block大小相等的方形小图，在这里我们称之为tile。我们只要选取“合适”的tile像贴墙砖一样贴到block上，就可以得到最终的Mosaic海报了。</p>

<p></p><center><img src="http://img.ptcms.csdn.net/article/201704/24/58fd56cf588ac.jpg" alt="" title=""></center><p></p>

<p>过程听起来很简单，但其中有两个核心问题： <br>
1. 什么叫“合适”？ <br>
2. 怎么确定哪个tile贴到哪个block上？</p>

<p>先解决第一个问题。所谓“合适”，就是指我们选取的tile和要被贴的block在颜色上看起来最接近。目标图被划分成无数个block之后，有的区域颜色比较明亮，有的则偏暗，而我们手里的tile素材图更是五花八门，需要有一种方法能在众多的tile里选择出一个颜色与对应block最相近的，那这个“合适”与否也就可以确定了。</p>

<p>在对比颜色之前，我们先简单说明一下像素相关知识。</p>

<p>像素pixel，可简单看做(R,G,B)3维向量。因此要比对出颜色最接近的tile，其实就是去比对像素的差异。两个像素间的差异就是3维向量之间的距离，距离越小表示越接近也就越相似。那我们怎么求这个距离？</p>

<p>一维的求解：sqrt((x-y)^2) == | x – y|</p>

<p>二维的求解：sqrt((x1-x2)^2 + (y1-y2)^2)</p>

<p>三维的求解：sqrt((x1-x2)^2 + (y1-y2)^2 + (z1-z2)^2)</p>

<p>以此类推，我们可以将其扩展至n维。我们可以采用此方法，针对每个block，找到整体像素差异最小的那个tile，即为“合适”。</p>

<p>第二个问题，怎么知道哪个tile要贴到哪个block上？</p>

<p>当我们把原图划分成block后，其实每个block就有了一个坐标，用来确定这个block在目标图中的位置。而我们贴图用的资源tiles，可以全部读取到python的list中去，因此tile就有了下标索引。有了坐标，有了索引，就可以建立tile与block的对应关系。</p>

<p>到这里，我们已经解决了两个核心的问题。至于如何贴图、缩放、改变图片大小，我们就可以交给PIL库帮助我们解决。 <br>
大家在PIL库的网站可下载适用于Python 2.x 的<a href="http://www.pythonware.com/products/pil/" rel="nofollow">PIL库</a>，Python 3则可使用<a href="https://github.com/python-pillow/Pillow" rel="nofollow">Pillow</a>。</p>

<p>解题思路已经敲定，开始coding！</p>

<p></p><center><img src="http://articles.csdn.net/uploads/allimg/170424/179_170424104308_1.jpg" alt="" title=""></center><p></p>

<p>从上述代码可以看到，首先导入我们用的库，然后定义一些全局变量。</p>



<pre class="prettyprint"><code class=" hljs fix"><span class="hljs-attribute">TILE_SIZE       </span>=<span class="hljs-string"> 3  </span></code></pre>

<p>由于我们划分的block是 3x3 的大小，因此tile的大小也是 3x3 。</p>



<pre class="prettyprint"><code class=" hljs fix"><span class="hljs-attribute">ENLARGEMENT     </span>=<span class="hljs-string"> 1  </span></code></pre>

<p>第7行代码表示我们对目标图的放大倍数是1。如果设置成其他值，比如2，那么 300x200 的目标图，最后产生的结果将是 600x400。</p>



<pre class="prettyprint"><code class=" hljs fix"><span class="hljs-attribute">EOQ_VALUE       </span>=<span class="hljs-string"> None</span></code></pre>

<p>这个变量用来通知工作进程结束，我们在后面会详解。</p>

<p>下面开始编写class代码。</p>

<p></p><center><img src="http://articles.csdn.net/uploads/allimg/170424/179_170424104544_1.jpg" alt="" title=""></center><p></p>

<p>TileProcessor类就是用来处理我们的贴图素材tile的。init方法是接受传入的图片文件夹的路径。用get_tiles遍历目录中所有的图片，做一下裁剪后放入list。具体裁剪成方形的代码在22-27行。对于非正方形的tile，我们裁剪出正中心的方形区域作为备选的tile。</p>

<p>接下来我们看看TargetImage类，如下图代码所示。</p>

<p></p><center><img src="http://articles.csdn.net/uploads/allimg/170424/179_170424104624_1.jpg" alt="" title=""></center><p></p>

<p>TargetImage类用来处理我们的目标图，代码应该很好理解。在64行有一个if判断。因为我不希望贴图的时候出现最后还差半个或非整数个block，因此如果有这种情况，那我把原图也稍微做下裁剪，使得每行和每列要贴的block都是整数个。</p>

<p></p><center><img src="http://articles.csdn.net/uploads/allimg/170424/179_170424105210_1.jpg" alt="" title=""></center><p></p>

<p>如上图所示，在TileFilter这个类中，我们来确定哪个tile是“合适”的。其中，第84行的diff累加，就是之前我们说的计算3维向量的距离。get_best_fit_tile方法会返回最合适的那个tile所在的下标。此前，我们把所有tiles都裁剪为方形后存在list中。</p>

<p></p><center><img src="http://articles.csdn.net/uploads/allimg/170424/179_170424104711_1.jpg" alt="" title=""></center><p></p>

<p>如上图所示，MosaicImage类就是我们用来贴tile的类。初始化方法里我们根据目标图，按比例先生成一张底图，tile就是贴在这个底图之上。</p>

<p>除此之外，还有帮助类ProgressCounter，告诉我们贴图进度。在这里我们不赘述，大家可以下载源码查看，注释得很清楚。</p>

<p>接下来，我们还需要一些函数，将这些类串联起来。首先，我们来看compose函数。它非常关键，当我们拿到目标图的数据和tiles的数据后，就是调用它来完成后面的工作的，也就是合成拼图。</p>

<p></p><center><img src="http://articles.csdn.net/uploads/allimg/170424/179_170424104914_1.jpg" alt="" title=""></center><p></p>

<p>这里我们用了多进程，加速处理最佳tile匹配。可以看到，compose函数里起了几个新进程，有的用来处理tile匹配，有的用来贴图，通过队列queue来传递数据。因此，我们还写了一个 build_mosaic 函数（如下图所示），这个就是贴图进程所调用的函数。而最佳tile匹配就由 fit_tiles 函数（如下图所示）来完成。</p>

<p></p><center><img src="http://articles.csdn.net/uploads/allimg/170424/179_170424104953_1.jpg" alt="" title=""></center><p></p>

<p>最后，我们写一个main，让程序跑起来，我们看一下最终实现的效果。</p>

<p></p><center><img src="http://articles.csdn.net/uploads/allimg/170424/179_170424105028_1.jpg" alt="" title=""></center><p></p>

<p></p><center><img src="http://img.ptcms.csdn.net/article/201704/21/58f9d1d64dabc.jpg" alt="" title=""></center><p></p>

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                    2019年1月                    <span class="count float-right">8篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2018/12">
                    2018年12月                    <span class="count float-right">13篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2018/10">
                    2018年10月                    <span class="count float-right">3篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2018/09">
                    2018年9月                    <span class="count float-right">1篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2018/08">
                    2018年8月                    <span class="count float-right">1篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2018/07">
                    2018年7月                    <span class="count float-right">2篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2018/06">
                    2018年6月                    <span class="count float-right">13篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2018/05">
                    2018年5月                    <span class="count float-right">13篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2018/04">
                    2018年4月                    <span class="count float-right">1篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2018/03">
                    2018年3月                    <span class="count float-right">1篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2018/01">
                    2018年1月                    <span class="count float-right">1篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2017/12">
                    2017年12月                    <span class="count float-right">2篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2017/11">
                    2017年11月                    <span class="count float-right">4篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2017/10">
                    2017年10月                    <span class="count float-right">1篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2017/09">
                    2017年9月                    <span class="count float-right">3篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2017/08">
                    2017年8月                    <span class="count float-right">10篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2017/07">
                    2017年7月                    <span class="count float-right">19篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2017/06">
                    2017年6月                    <span class="count float-right">24篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2017/05">
                    2017年5月                    <span class="count float-right">33篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2017/04">
                    2017年4月                    <span class="count float-right">49篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2017/03">
                    2017年3月                    <span class="count float-right">52篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2017/02">
                    2017年2月                    <span class="count float-right">13篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2016/12">
                    2016年12月                    <span class="count float-right">3篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2016/11">
                    2016年11月                    <span class="count float-right">3篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2016/10">
                    2016年10月                    <span class="count float-right">1篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2016/09">
                    2016年9月                    <span class="count float-right">1篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2016/07">
                    2016年7月                    <span class="count float-right">4篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2016/05">
                    2016年5月                    <span class="count float-right">1篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2016/04">
                    2016年4月                    <span class="count float-right">2篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2016/02">
                    2016年2月                    <span class="count float-right">1篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2016/01">
                    2016年1月                    <span class="count float-right">2篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2015/12">
                    2015年12月                    <span class="count float-right">1篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2015/11">
                    2015年11月                    <span class="count float-right">3篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2015/10">
                    2015年10月                    <span class="count float-right">1篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2015/09">
                    2015年9月                    <span class="count float-right">4篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2015/08">
                    2015年8月                    <span class="count float-right">3篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2015/07">
                    2015年7月                    <span class="count float-right">5篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2015/06">
                    2015年6月                    <span class="count float-right">2篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2015/05">
                    2015年5月                    <span class="count float-right">2篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2015/03">
                    2015年3月                    <span class="count float-right">2篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2015/01">
                    2015年1月                    <span class="count float-right">2篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2014/12">
                    2014年12月                    <span class="count float-right">3篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2014/11">
                    2014年11月                    <span class="count float-right">1篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2014/10">
                    2014年10月                    <span class="count float-right">4篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2014/09">
                    2014年9月                    <span class="count float-right">1篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2014/08">
                    2014年8月                    <span class="count float-right">5篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2014/07">
                    2014年7月                    <span class="count float-right">5篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2014/06">
                    2014年6月                    <span class="count float-right">5篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2014/05">
                    2014年5月                    <span class="count float-right">4篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2014/04">
                    2014年4月                    <span class="count float-right">8篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2014/03">
                    2014年3月                    <span class="count float-right">2篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2013/12">
                    2013年12月                    <span class="count float-right">2篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2013/11">
                    2013年11月                    <span class="count float-right">1篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2013/10">
                    2013年10月                    <span class="count float-right">1篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2013/09">
                    2013年9月                    <span class="count float-right">2篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2013/08">
                    2013年8月                    <span class="count float-right">3篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2013/07">
                    2013年7月                    <span class="count float-right">2篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2013/06">
                    2013年6月                    <span class="count float-right">3篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2013/05">
                    2013年5月                    <span class="count float-right">2篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2013/04">
                    2013年4月                    <span class="count float-right">5篇</span>
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            </li>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2013/03">
                    2013年3月                    <span class="count float-right">6篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2013/02">
                    2013年2月                    <span class="count float-right">1篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2013/01">
                    2013年1月                    <span class="count float-right">4篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2012/12">
                    2012年12月                    <span class="count float-right">5篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2012/11">
                    2012年11月                    <span class="count float-right">3篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2012/10">
                    2012年10月                    <span class="count float-right">5篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2012/09">
                    2012年9月                    <span class="count float-right">4篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2012/08">
                    2012年8月                    <span class="count float-right">12篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2012/07">
                    2012年7月                    <span class="count float-right">10篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2012/06">
                    2012年6月                    <span class="count float-right">2篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2012/05">
                    2012年5月                    <span class="count float-right">2篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2012/04">
                    2012年4月                    <span class="count float-right">5篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2012/03">
                    2012年3月                    <span class="count float-right">3篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2012/02">
                    2012年2月                    <span class="count float-right">4篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2012/01">
                    2012年1月                    <span class="count float-right">2篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2011/12">
                    2011年12月                    <span class="count float-right">3篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2011/11">
                    2011年11月                    <span class="count float-right">7篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2011/10">
                    2011年10月                    <span class="count float-right">5篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2011/09">
                    2011年9月                    <span class="count float-right">4篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2011/08">
                    2011年8月                    <span class="count float-right">4篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2011/07">
                    2011年7月                    <span class="count float-right">1篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2011/06">
                    2011年6月                    <span class="count float-right">1篇</span>
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                    2010年2月                    <span class="count float-right">1篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2010/01">
                    2010年1月                    <span class="count float-right">7篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2009/12">
                    2009年12月                    <span class="count float-right">7篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2009/11">
                    2009年11月                    <span class="count float-right">5篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2009/10">
                    2009年10月                    <span class="count float-right">1篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2009/09">
                    2009年9月                    <span class="count float-right">4篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2009/08">
                    2009年8月                    <span class="count float-right">3篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2009/06">
                    2009年6月                    <span class="count float-right">3篇</span>
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            <li>
                <a href="https://blogdev.blog.csdn.net/article/month/2009/05">
                    2009年5月                    <span class="count float-right">1篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2009/04">
                    2009年4月                    <span class="count float-right">4篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2009/03">
                    2009年3月                    <span class="count float-right">3篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2009/02">
                    2009年2月                    <span class="count float-right">3篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2008/04">
                    2008年4月                    <span class="count float-right">1篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2008/01">
                    2008年1月                    <span class="count float-right">1篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2007/11">
                    2007年11月                    <span class="count float-right">3篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2007/10">
                    2007年10月                    <span class="count float-right">3篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2007/09">
                    2007年9月                    <span class="count float-right">1篇</span>
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                <a href="https://blogdev.blog.csdn.net/article/month/2007/08">
                    2007年8月                    <span class="count float-right">1篇</span>
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